[INSERT DATASET NAME] Report¶
[INSERT DATASET DESCRIPTION]
Table of Contents¶
| Rows | 569 |
|---|---|
| Columns | 32 |
| Missing cells | 0 (0.00 %) |
| Zeros | 78 (0.43 %) |
| Duplicate rows | 0 (0.00 %) |
| Column Name | Inferred Data Type |
|---|---|
| ID | unique |
| DIAGNOSIS | categorical |
| RADIUS1 | categorical |
| TEXTURE1 | numeric |
| PERIMETER1 | numeric |
| AREA1 | numeric |
| SMOOTHNESS1 | numeric |
| COMPACTNESS1 | numeric |
| CONCAVITY1 | numeric |
| CONCAVE_POINTS1 | numeric |
| SYMMETRY1 | numeric |
| FRACTAL_DIMENSION1 | numeric |
| RADIUS2 | numeric |
| TEXTURE2 | numeric |
| PERIMETER2 | numeric |
| AREA2 | numeric |
| SMOOTHNESS2 | numeric |
| COMPACTNESS2 | numeric |
| CONCAVITY2 | numeric |
| CONCAVE_POINTS2 | numeric |
| SYMMETRY2 | numeric |
| FRACTAL_DIMENSION2 | numeric |
| RADIUS3 | numeric |
| TEXTURE3 | numeric |
| PERIMETER3 | numeric |
| AREA3 | numeric |
| SMOOTHNESS3 | numeric |
| COMPACTNESS3 | numeric |
| CONCAVITY3 | numeric |
| CONCAVE_POINTS3 | numeric |
| SYMMETRY3 | numeric |
| FRACTAL_DIMENSION3 | numeric |
First rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 842302 | M | 17.99 | 10.38 | 122.80 | 1001.0 | 0.11840 | 0.27760 | 0.3001 | 0.14710 | ... | 25.38 | 17.33 | 184.60 | 2019.0 | 0.1622 | 0.6656 | 0.7119 | 0.2654 | 0.4601 | 0.11890 |
| 1 | 842517 | M | 20.57 | 17.77 | 132.90 | 1326.0 | 0.08474 | 0.07864 | 0.0869 | 0.07017 | ... | 24.99 | 23.41 | 158.80 | 1956.0 | 0.1238 | 0.1866 | 0.2416 | 0.1860 | 0.2750 | 0.08902 |
| 2 | 84300903 | M | 19.69 | 21.25 | 130.00 | 1203.0 | 0.10960 | 0.15990 | 0.1974 | 0.12790 | ... | 23.57 | 25.53 | 152.50 | 1709.0 | 0.1444 | 0.4245 | 0.4504 | 0.2430 | 0.3613 | 0.08758 |
| 3 | 84348301 | M | 11.42 | 20.38 | 77.58 | 386.1 | 0.14250 | 0.28390 | 0.2414 | 0.10520 | ... | 14.91 | 26.50 | 98.87 | 567.7 | 0.2098 | 0.8663 | 0.6869 | 0.2575 | 0.6638 | 0.17300 |
| 4 | 84358402 | M | 20.29 | 14.34 | 135.10 | 1297.0 | 0.10030 | 0.13280 | 0.1980 | 0.10430 | ... | 22.54 | 16.67 | 152.20 | 1575.0 | 0.1374 | 0.2050 | 0.4000 | 0.1625 | 0.2364 | 0.07678 |
5 rows × 32 columns
Last rows¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 564 | 926424 | M | 21.56 | 22.39 | 142.00 | 1479.0 | 0.11100 | 0.11590 | 0.24390 | 0.13890 | ... | 25.450 | 26.40 | 166.10 | 2027.0 | 0.14100 | 0.21130 | 0.4107 | 0.2216 | 0.2060 | 0.07115 |
| 565 | 926682 | M | 20.13 | 28.25 | 131.20 | 1261.0 | 0.09780 | 0.10340 | 0.14400 | 0.09791 | ... | 23.690 | 38.25 | 155.00 | 1731.0 | 0.11660 | 0.19220 | 0.3215 | 0.1628 | 0.2572 | 0.06637 |
| 566 | 926954 | M | 16.6 | 28.08 | 108.30 | 858.1 | 0.08455 | 0.10230 | 0.09251 | 0.05302 | ... | 18.980 | 34.12 | 126.70 | 1124.0 | 0.11390 | 0.30940 | 0.3403 | 0.1418 | 0.2218 | 0.07820 |
| 567 | 927241 | M | 20.6 | 29.33 | 140.10 | 1265.0 | 0.11780 | 0.27700 | 0.35140 | 0.15200 | ... | 25.740 | 39.42 | 184.60 | 1821.0 | 0.16500 | 0.86810 | 0.9387 | 0.2650 | 0.4087 | 0.12400 |
| 568 | 92751 | B | 7.76 | 24.54 | 47.92 | 181.0 | 0.05263 | 0.04362 | 0.00000 | 0.00000 | ... | 9.456 | 30.37 | 59.16 | 268.6 | 0.08996 | 0.06444 | 0.0000 | 0.0000 | 0.2871 | 0.07039 |
5 rows × 32 columns
Sample¶
| ID | DIAGNOSIS | RADIUS1 | TEXTURE1 | PERIMETER1 | AREA1 | SMOOTHNESS1 | COMPACTNESS1 | CONCAVITY1 | CONCAVE_POINTS1 | ... | RADIUS3 | TEXTURE3 | PERIMETER3 | AREA3 | SMOOTHNESS3 | COMPACTNESS3 | CONCAVITY3 | CONCAVE_POINTS3 | SYMMETRY3 | FRACTAL_DIMENSION3 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | 8712766 | M | 17.47 | 24.68 | 116.10 | 984.6 | 0.10490 | 0.16030 | 0.21590 | 0.104300 | ... | 23.140 | 32.33 | 155.30 | 1660.0 | 0.1376 | 0.3830 | 0.48900 | 0.17210 | 0.2160 | 0.09300 |
| 76 | 8610629 | B | 13.53 | 10.94 | 87.91 | 559.2 | 0.12910 | 0.10470 | 0.06877 | 0.065560 | ... | 14.080 | 12.49 | 91.36 | 605.5 | 0.1451 | 0.1379 | 0.08539 | 0.07407 | 0.2710 | 0.07191 |
| 467 | 9113514 | B | 9.668 | 18.10 | 61.06 | 286.3 | 0.08311 | 0.05428 | 0.01479 | 0.005769 | ... | 11.150 | 24.62 | 71.11 | 380.2 | 0.1388 | 0.1255 | 0.06409 | 0.02500 | 0.3057 | 0.07875 |
| 71 | 859711 | B | 8.888 | 14.64 | 58.79 | 244.0 | 0.09783 | 0.15310 | 0.08606 | 0.028720 | ... | 9.733 | 15.67 | 62.56 | 284.4 | 0.1207 | 0.2436 | 0.14340 | 0.04786 | 0.2254 | 0.10840 |
| 119 | 865128 | M | 17.95 | 20.01 | 114.20 | 982.0 | 0.08402 | 0.06722 | 0.07293 | 0.055960 | ... | 20.580 | 27.83 | 129.20 | 1261.0 | 0.1072 | 0.1202 | 0.22490 | 0.11850 | 0.4882 | 0.06111 |
5 rows × 32 columns
There are no missing values
There are no missing values
| Column Name | 0 Count | 0 % |
|---|---|---|
| CONCAVITY1 | 13 | 2.285 |
| CONCAVITY3 | 13 | 2.285 |
| CONCAVE_POINTS2 | 13 | 2.285 |
| CONCAVE_POINTS1 | 13 | 2.285 |
| CONCAVITY2 | 13 | 2.285 |
| CONCAVE_POINTS3 | 13 | 2.285 |
| COMPACTNESS3 | 0 | 0.000 |
| SMOOTHNESS3 | 0 | 0.000 |
| AREA3 | 0 | 0.000 |
| COMPACTNESS2 | 0 | 0.000 |
| PERIMETER3 | 0 | 0.000 |
| TEXTURE3 | 0 | 0.000 |
| RADIUS3 | 0 | 0.000 |
| FRACTAL_DIMENSION2 | 0 | 0.000 |
| SYMMETRY2 | 0 | 0.000 |
| SYMMETRY3 | 0 | 0.000 |
| ID | 0 | 0.000 |
| SMOOTHNESS2 | 0 | 0.000 |
| DIAGNOSIS | 0 | 0.000 |
| AREA2 | 0 | 0.000 |
| PERIMETER2 | 0 | 0.000 |
| TEXTURE2 | 0 | 0.000 |
| RADIUS2 | 0 | 0.000 |
| FRACTAL_DIMENSION1 | 0 | 0.000 |
| SYMMETRY1 | 0 | 0.000 |
| COMPACTNESS1 | 0 | 0.000 |
| SMOOTHNESS1 | 0 | 0.000 |
| AREA1 | 0 | 0.000 |
| PERIMETER1 | 0 | 0.000 |
| TEXTURE1 | 0 | 0.000 |
| RADIUS1 | 0 | 0.000 |
| FRACTAL_DIMENSION3 | 0 | 0.000 |
There are no duplicated rows
ID - unique¶
Each value in the column is unique.
DIAGNOSIS - categorical¶
Most frequent values
| B | 357 (62.74 %) |
|---|---|
| M | 212 (37.26 %) |
| Other values count | 0 (0.00 %) |
| Null | 0 (0.00 %) |
RADIUS1 - categorical¶
Most frequent values
| 12.34 | 4 (0.70 %) |
|---|---|
| 11.71 | 3 (0.53 %) |
| 12.46 | 3 (0.53 %) |
| 13.05 | 3 (0.53 %) |
| 10.26 | 3 (0.53 %) |
| Other values count | 553 (97.19 %) |
| Null | 0 (0.00 %) |
Number of unique values is greater than 50, not plotting bar plot.
TEXTURE1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
PERIMETER1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
AREA1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
SMOOTHNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
COMPACTNESS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
CONCAVITY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
CONCAVE_POINTS1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
SYMMETRY1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
FRACTAL_DIMENSION1 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
RADIUS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
TEXTURE2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
PERIMETER2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
AREA2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
SMOOTHNESS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
COMPACTNESS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
CONCAVITY2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
CONCAVE_POINTS2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
SYMMETRY2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
FRACTAL_DIMENSION2 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
RADIUS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
TEXTURE3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
PERIMETER3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
AREA3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
SMOOTHNESS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
COMPACTNESS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
CONCAVITY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
CONCAVE_POINTS3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
SYMMETRY3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
FRACTAL_DIMENSION3 - numeric¶
Descriptive Statistics
| Quantile Statistics
|
Pearson Correlation¶
Spearman Correlation¶
Kendall Correlation¶
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight
/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning: The figure layout has changed to tight